Cargando…
A General Three-Parameter Logistic Model With Time Effect
Within the framework of item response theory, a new and flexible general three-parameter logistic model with response time (G3PLT) is proposed. The advantage of this model is that it can combine time effect, ability, and item difficulty to influence the correct-response probability. In contrast to t...
Autores principales: | , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2020
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7422729/ https://www.ncbi.nlm.nih.gov/pubmed/32849057 http://dx.doi.org/10.3389/fpsyg.2020.01791 |
_version_ | 1783570056142127104 |
---|---|
author | Zhang, Zhaoyuan Zhang, Jiwei Tao, Jian Shi, Ningzhong |
author_facet | Zhang, Zhaoyuan Zhang, Jiwei Tao, Jian Shi, Ningzhong |
author_sort | Zhang, Zhaoyuan |
collection | PubMed |
description | Within the framework of item response theory, a new and flexible general three-parameter logistic model with response time (G3PLT) is proposed. The advantage of this model is that it can combine time effect, ability, and item difficulty to influence the correct-response probability. In contrast to the traditional response time models used in educational psychology, the new model incorporates the influence of the time effect on the correct-response probability directly, rather than linking them through a hierarchical method via latent and speed parameters as in van der Linden's model. In addition, the Metropolis–Hastings within Gibbs sampling algorithm is employed to estimate the model parameters. Based on Markov chain Monte Carlo output, two Bayesian model assessment methods are used to assess the goodness of fit between models. Finally, two simulation studies and a real data analysis are performed to further illustrate the advantages of the new model over the traditional three-parameter logistic model. |
format | Online Article Text |
id | pubmed-7422729 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-74227292020-08-25 A General Three-Parameter Logistic Model With Time Effect Zhang, Zhaoyuan Zhang, Jiwei Tao, Jian Shi, Ningzhong Front Psychol Psychology Within the framework of item response theory, a new and flexible general three-parameter logistic model with response time (G3PLT) is proposed. The advantage of this model is that it can combine time effect, ability, and item difficulty to influence the correct-response probability. In contrast to the traditional response time models used in educational psychology, the new model incorporates the influence of the time effect on the correct-response probability directly, rather than linking them through a hierarchical method via latent and speed parameters as in van der Linden's model. In addition, the Metropolis–Hastings within Gibbs sampling algorithm is employed to estimate the model parameters. Based on Markov chain Monte Carlo output, two Bayesian model assessment methods are used to assess the goodness of fit between models. Finally, two simulation studies and a real data analysis are performed to further illustrate the advantages of the new model over the traditional three-parameter logistic model. Frontiers Media S.A. 2020-08-05 /pmc/articles/PMC7422729/ /pubmed/32849057 http://dx.doi.org/10.3389/fpsyg.2020.01791 Text en Copyright © 2020 Zhang, Zhang, Tao and Shi. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Psychology Zhang, Zhaoyuan Zhang, Jiwei Tao, Jian Shi, Ningzhong A General Three-Parameter Logistic Model With Time Effect |
title | A General Three-Parameter Logistic Model With Time Effect |
title_full | A General Three-Parameter Logistic Model With Time Effect |
title_fullStr | A General Three-Parameter Logistic Model With Time Effect |
title_full_unstemmed | A General Three-Parameter Logistic Model With Time Effect |
title_short | A General Three-Parameter Logistic Model With Time Effect |
title_sort | general three-parameter logistic model with time effect |
topic | Psychology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7422729/ https://www.ncbi.nlm.nih.gov/pubmed/32849057 http://dx.doi.org/10.3389/fpsyg.2020.01791 |
work_keys_str_mv | AT zhangzhaoyuan ageneralthreeparameterlogisticmodelwithtimeeffect AT zhangjiwei ageneralthreeparameterlogisticmodelwithtimeeffect AT taojian ageneralthreeparameterlogisticmodelwithtimeeffect AT shiningzhong ageneralthreeparameterlogisticmodelwithtimeeffect AT zhangzhaoyuan generalthreeparameterlogisticmodelwithtimeeffect AT zhangjiwei generalthreeparameterlogisticmodelwithtimeeffect AT taojian generalthreeparameterlogisticmodelwithtimeeffect AT shiningzhong generalthreeparameterlogisticmodelwithtimeeffect |